{"id":"W4387236975","doi":"10.2172/2006942","title":"Workflows Community Summit 2022: A Roadmap Revolution","year":2023,"lang":"en","type":"report","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agnostiq (Canada)","funders":"Oak Ridge National Laboratory; National Nuclear Security Administration; Office of Science; U.S. Department of Energy","keywords":"Summit; Workflow; Political science; Geography; Computer science; Cartography; Database","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.06198527,0.0003690563,0.0007538284,0.001315183,0.0009648065,0.001372859,0.004223559,0.0003089627,0.002956329],"category_scores_gemma":[0.02794134,0.0002737513,0.0004309481,0.003960063,0.0001638236,0.000246672,0.004175674,0.001229902,0.01455914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004234395,"about_ca_system_score_gemma":0.0007374455,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007151263,"about_ca_topic_score_gemma":0.009389356,"domain_scores_codex":[0.9870243,0.001245586,0.001709876,0.001385879,0.008035352,0.0005990122],"domain_scores_gemma":[0.9876255,0.003216702,0.0008396981,0.006564284,0.00152813,0.000225674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003288185,0.00004807395,0.0007184883,0.00001883164,0.00002968206,0.00001452709,0.00005836662,0.00006734497,7.009269e-7,0.0001013146,0.841395,0.1575443],"study_design_scores_gemma":[0.00009994789,0.00002732024,0.009153779,0.0001531314,0.00003772157,0.000004767378,0.001085639,0.00214068,0.000001693381,0.007835865,0.9791278,0.0003317082],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003176356,0.0007379862,0.01492653,0.001221318,0.03367512,0.0007687912,0.0003380183,0.001135468,0.9440204],"genre_scores_gemma":[0.01453332,0.0003377772,0.00106469,0.0001591506,0.0008367481,0.00003211442,0.0007263794,0.00005015124,0.9822597],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1572126,"threshold_uncertainty_score":0.9999714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5686444309796624,"score_gpt":0.4938226798448275,"score_spread":0.07482175113483497,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}